Computational Mechanics
https://doi.org/10.1007/s00466-019-01730-2
ORIGINAL PAPER
Optimization clustering technique for PieceWise Uniform
Transformation Field Analysis homogenization of viscoplastic
composites
Gianluca Alaimo
1
· Ferdinando Auricchio
1
· Sonia Marfia
2
· Elio Sacco
3
Received: 11 January 2019 / Accepted: 19 May 2019
© Springer-Verlag GmbH Germany, part of Springer Nature 2019
Abstract
Aim of the present study is to propose an enhanced method for the domain decomposition (clustering) of the representative
volume element (RVE) of composite materials to be used with homogenization techniques, based on the PieceWise Uniform
Transformation Field Analysis (PWUTFA). With PWUTFA, both constitutive and evolutive equations for the constituents
of the composite material are written in terms of averages in each cluster; moreover, it is not required to solve via FEM the
nonlinear micro-mechanical problem, allowing to drastically reduce the number of internal variables. PWUTFA is founded
on the idea that it is possible to divide the RVE into large subdomains (clusters) that should group together finite elements
having, under any applied loading condition, the most similar values of strain. Accordingly, in this study a multi-objective
optimization-based approach is proposed with the aim to simultaneously reduce both the error in the approximation of the
strain fields and the number of clusters in which the domain is decomposed. Different clustering solutions, obtained through
the proposed optimization approach are analyzed, and the corresponding mechanical responses are compared with the ones
obtained by the finite element analysis and by uniform transformation field analysis.
Keywords RVE · Domain subdivision · Composite · PWUTFA
1 Introduction
Composites materials are becoming more and more popu-
lar in many fields of engineering. A composite is a material
obtained from two or more constituents with significantly
different physical or chemical properties. A large class of
composite is made of constituents that exhibit nonlinear
behavior, hence requiring the use of proper nonlinear mate-
rial constitutive models. Furthermore, composite materials
often present internal complex microstructures, therefore,
they require specific formulations to be developed in order to
take into account the mechanical behavior of each component
B Gianluca Alaimo
gianluca.alaimo01@universitadipavia.it
1
Dipartimento di Ingegneria Civile e Architettura, Università
di Pavia, Via A. Ferrata 1, Pavia, Italy
2
Dipartimento di Ingegneria, Università di Roma Tre,
Via Vito Volterra 62, 00146 Rome, Italy
3
Dipartimento di Strutture per l’Ingegneria e l’Architettura,
Università di Napoli “Federico II”, Via Claudio 21,
80125 Naples, Italy
and its topological distribution. Thus, the interest around the
modeling of composite materials has significantly increased.
In order to study the mechanical response of composite
material, the micro-mechanical problem has to be solved.
The overall behavior of the representative volume element
(RVE) can be determined by using the finite element method
(FEM), allowing to obtain accurate predictions. However, the
computational effort usually associated to the RVE investi-
gation via FEM is very large since it can require very fine
discretizations and, consequently, a significantly large num-
ber of variables introduced into the analyses.
To abate such a computational effort, Reduced Order
Models (ROM) can be employed, since they allow to solve
the micro-mechanical problem in a reasonable computing
time. Among ROM techniques, an interesting and effec-
tive approach is the Transformation Field Analysis (TFA),
initially introduced by Dvorak [5]. According to [5], the
TFA does not require to solve via FEM the nonlinear
micro-mechanical problem. In fact, the TFA considers the
microscopic field of inelastic strain, representing the internal
variables of the problem, uniform in the inclusions, hence
drastically reducing the number of internal variables.
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